Pith Number

pith:JB4G52YK

pith:2021:JB4G52YKLGX246A56JLFSSDLL2

not attested not anchored not stored refs pending

Towards Total Recall in Industrial Anomaly Detection

Bernhard Sch\"olkopf, Joaquin Zepeda, Karsten Roth, Latha Pemula, Peter Gehler, Thomas Brox

arxiv:2106.08265 v2 · 2021-06-15 · cs.CV

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\usepackage{pith}
\pithnumber{JB4G52YKLGX246A56JLFSSDLL2}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

6 papers in Pith

Benchmark AUC Is Not Deployable Reliability: A Cross-Dataset Audit of Off-the-Shelf Features for Surveillance Video Anomaly Detection

HLGFA: High-Low Resolution Guided Feature Alignment for Unsupervised Anomaly Detection

Learning Discriminative Signed Distance Functions from Multi-scale Level-of-detail Features for 3D Anomaly Detection

Latent Anomaly Knowledge Excavation: Unveiling Sparse Sensitive Neurons in Vision-Language Models

AD4AD: Benchmarking Visual Anomaly Detection Models for Safer Autonomous Driving

Receipt and verification

First computed	2026-07-05T04:20:42.607082Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48786eeb0a59afae781df25659486b5e94c28a153ccff261cb3b0a32903266ff

Aliases

arxiv: 2106.08265 · arxiv_version: 2106.08265v2 · doi: 10.48550/arxiv.2106.08265 · pith_short_12: JB4G52YKLGX2 · pith_short_16: JB4G52YKLGX246A5 · pith_short_8: JB4G52YK

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/JB4G52YKLGX246A56JLFSSDLL2 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 48786eeb0a59afae781df25659486b5e94c28a153ccff261cb3b0a32903266ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76822797b8a24165644c5e58659c31d79d85328a1221af82361ec8c2c3ffd12a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-06-15T16:27:02Z",
    "title_canon_sha256": "051d3fb1381add211580fa07f4218584378dc5fdb43f821434a84731237e20dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.08265",
    "kind": "arxiv",
    "version": 2
  }
}